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CMU SCS Mining Large Graphs: Patterns, Anomalies, and Fraud Detection Christos Faloutsos CMU CMU SCS Thank you! •  Dr. Yang Ou •  Chengxi •  Prof. Shiqiang Yang •  Tianyang •  Prof. Peng Cui •  Kun •  Mingdong •  Daixin •  Dr. Meng Jiang DAMI, Tsinghua (c) 2015, C. Faloutsos 2 CMU SCS Roadmap •  Introduction – Motivation –  Why study (big) graphs? •  Part#1: Patterns in graphs •  Part#2: time-evolving graphs; tensors •  Conclusions DAMI, Tsinghua (c) 2015, C. Faloutsos 3 CMU SCS Graphs - why should we care? ~1B nodes (web sites) ~6B edges (http links) ‘YahooWeb graph’ DAMI, Tsinghua (c) 2015, C. Faloutsos 4 CMU SCS Graphs - why should we care? ~1B nodes (web sites) ~6B edges (http links) ‘YahooWeb graph’ U Kang, Jay-Yoon Lee, Danai Koutra, and Christos Faloutsos. Net-Ray: Visualizing and Mining Billion-Scale DAMI, Tsinghua (c) 2015, C. Faloutsos 5 Graphs PAKDD 2014, Tainan, Taiwan. CMU SCS Graphs - why should we care? >$10B; ~1B users DAMI, Tsinghua (c) 2015, C. Faloutsos 6 CMU SCS Graphs - why should we care? Internet Map Food Web [lumeta.com] [Martinez ’91] DAMI, Tsinghua (c) 2015, C. Faloutsos 7 CMU SCS Graphs - why should we care? •  web-log (‘blog’) news propagation •  computer network security: email/IP traffic and anomaly detection •  Recommendation systems •  .... •  Many-to-many db relationship -> graph DAMI, Tsinghua (c) 2015, C. Faloutsos 8 CMU SCS Motivating problems •  P1: patterns? Fraud detection? •  P2: patterns in time-evolving graphs / tensors destination time DAMI, Tsinghua (c) 2015, C. Faloutsos 9 CMU SCS Motivating problems •  P1: patterns? Fraud detection? Patterns anomalies •  P2: patterns in time-evolving graphs / tensors destination time DAMI, Tsinghua (c) 2015, C. Faloutsos 10

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Faloutsos. Net-Ray: Visualizing and Mining Billion-Scale .. Charu Aggarwal) . Anonymous. Anonymous from users all in o find ethod blocks uman pically orthy your code?') . ~200 calls to EACH receiver on EACH day! . Cast. Akoglu,. Leman. Chau,. Polo. Kang, U. Hooi,. Bryan. DAMI, Tsinghua.

Mining Large Graphs PDF

96 Pages·2015·10.55 MB·English

by Christos Faloutsos

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Faloutsos. Net-Ray: Visualizing and Mining Billion-Scale .. Charu Aggarwal) . Anonymous. Anonymous from users all in o find ethod blocks uman pically orthy your code?') . ~200 calls to EACH receiver on EACH day! . Cast. Akoglu,. Leman. Chau,. Polo. Kang, U. Hooi,. Bryan. DAMI, Tsinghua.

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Author:	Christos Faloutsos
Publication Year:	2015
Pages:	96
Language:	English
File Size:	10.55
Format:	PDF
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